{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "04af91a2",
   "metadata": {},
   "source": [
    "### **案例**\n",
    "💡**以汽车引擎的马力和峰值转速为特征量，预测其在城市路况中的每公里所耗油量加仑数**"
   ]
  },
  {
   "cell_type": "code",
   "id": "708904ad",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-16T08:19:23.631101Z",
     "start_time": "2025-04-16T08:19:23.483082Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "from numpy import genfromtxt\n",
    "data = genfromtxt('datasets/automobile/imports-85.csv', delimiter=',')\n",
    "\n",
    "# 使用布尔索引过滤 NaN 值\n",
    "mask = ~np.isnan(data[:, 21]) & ~np.isnan(data[:, 22]) & ~np.isnan(data[:, 23])\n",
    "\n",
    "data = np.array([data[mask, 21], data[mask, 22], data[mask, 23]])\n",
    "print(data.shape)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 203)\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "3b67d378",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-16T08:19:28.289763Z",
     "start_time": "2025-04-16T08:19:26.318701Z"
    }
   },
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_data = data[:-1].T\n",
    "y_data = data[-1]\n",
    "print(x_data.shape, y_data.shape)\n",
    "X_train, X_test, y_train, y_test = train_test_split(x_data, y_data, test_size=0.2, random_state=42)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(203, 2) (203,)\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "ff3e472b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-16T08:19:29.791719Z",
     "start_time": "2025-04-16T08:19:29.698716Z"
    }
   },
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X_train, y_train)\n",
    "y_pred = model.predict(X_test)"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "4fe1b4d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-16T08:19:32.982692Z",
     "start_time": "2025-04-16T08:19:32.076286Z"
    }
   },
   "source": [
    "import matplotlib.pylab as plt\n",
    "\n",
    "ax = plt.figure().add_subplot(111, projection='3d')\n",
    "ax.scatter(x_data[:, 0], x_data[:, 1], y_data, c='r', marker='o', s=100)\n",
    "x0 = x_data[:, 0]\n",
    "x1 = x_data[:, 1]\n",
    "x0, x1 = np.meshgrid(x0, x1)\n",
    "z = model.intercept_ + x0 * model.coef_[0] + x1 * model.coef_[1]\n",
    "ax.plot_surface(x0, x1, z)\n",
    "ax.set_xlabel('Horsepower')\n",
    "ax.set_ylabel('Peak-Rpm')\n",
    "ax.set_zlabel('City MPG')\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
